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Through the study of the existing intrusion detection system, this paper presents the idea of applying the machine learning methods in the intrusion detection system, establishes a learning-based intrusion detection system model, gives the framework of the system and the main process steps, and designs and tests the machine learning module in it to achieve the learning-based intrusion detection system.